HackerNoonAI · Engineering
AI Is Changing DevOps, but Production Access Is Still the Line
Three filters, blast radius, rollback and visibility, decide which IoT DevOps tasks AI may touch. Production access stays human.
Writing
Engineering
Architecture, production access, databases and refactoring: the craft of shipping systems that last, and how to argue for it in a boardroom.
2026
- Towards Data ScienceAI · Industrial Technology · Engineering
How AI Tools Generate Technical Debt in IoT Systems, and What to Do About It
Four ways AI assistants create IoT technical debt, backed by studies, and three disciplines to contain it: review, no-go zones, refactoring.
- HackerNoonAI · Engineering
5 Tasks Where AI Agents Deliver Real Value for Development Teams
Where a 90-developer IIoT team gets real value from AI agents (prototyping, tests, routine code) and why ISO 27001 blocks autonomy.
- Unite.AIAI · Engineering
5 Steps to Successfully Integrate AI Agents into Product Development
Five steps from a real Copilot Agent rollout: baseline KPIs, CI/CD embedding, prompt training, an AI policy, and scaling.
2025
- HackerNoonEngineering · Business
7 Persuasive Ways CTOs Can Get Stakeholders Onboard With Code Refactoring
How to pitch refactoring to executives as ROI: cost the legacy burden, cite Southwest and Netscape, pilot one module first.
- Unite.AIAI · Engineering
AI Infrastructure in the Cloud: 5 Signs Your System Isn't Ready to Scale
Five readiness checks for scaling cloud AI: data quality thresholds, elastic GPU capacity, MLOps orchestration, security KPIs, monitoring.
- HackerNoonEngineering · Data
How to Speed up Your Database so Your Business Doesn't Lose Money
Why queries slow down at IIoT scale, and how a PdM platform cut latency from 10 s to 2 s by moving to TimescaleDB.
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